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Design of an Automated-Counting System of Cell Micronuclei in Micrographs

机译:微微照片中细胞微核自动计数系统的设计

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We developed and tested a system for the automatic analysis of cell images in order to identify and count micronuclei configurations in digital images from a microscope. The presence of micronuclei has been used as an indicator of DNA damage, and a fast automated analysis may be suitable for early cancer detection, for example. We describe in this work the image-processing protocol and system comprising: acquisition, color normalization, contrast enhancement, color-background removing, color segmentation, mathematical-morphology filtering and restoration, morphometry, feature extraction and analysis, and counting. Among the morphological features used for discriminating micronuclei configurations, we tested compactness, area ratios and separation of selected features (ideally, a nucleus and one or more micronuclei). Among the mathematical-morphology techniques, we used for instance a modified watershed segmentation algorithm for separating touching features. We present our results on several images, the evaluation and performance of each step, and the main problems we solved by using several techniques from mathematical morphology and color-image processing.
机译:我们开发并测试了用于自动分析细胞图像的系统,以便从显微镜识别和计数数字图像中的微核配置。例如,使用微核的存在作为DNA损伤的指示,例如,快速自动分析可能适用于早期癌症检测。我们在这项工作中描述了图像处理协议和系统,包括:采集,颜色标准化,对比度增强,颜色背景去除,颜色分割,数学形态学过滤和恢复,形态学,特征提取和分析,以及计数。在用于区分微核配置的形态学特征中,我们测试了致密度,面积比和所选特征的分离(理想情况下,核和一个或多个微核)。在数学形态技术中,我们用于分离触摸特征的修改分水岭分割算法。我们在几种图像中展示了我们的结果,每个步骤的评估和性能,以及我们通过使用数学形态学和颜色图像处理的多种技术解决的主要问题。

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